cpeFaultCode="9003" cpeFaultString="Invalid arguments" TR181 data model

Enable debug log by setting the option cwmp.debug (from admin -> config). Value should be something like this:

DeviceID.ID = "<your device ID>"

Review the logs to see which particular request causing this fault.